{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# matplotlib API入门"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#引入约定\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图形绘制流程"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- （1）创建画布：plt.figure()  \n",
    "     plt.figure(figsize=(), dpi=)  \n",
    "     figsize:指定图的长宽  \n",
    "     dpi:图像的清晰度  \n",
    "     返回fig对象\n",
    "- （2）绘制图像：plt.plot(x,y)\n",
    "- （3）显示图像：plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#创建一个简单图形\n",
    "# 1.创建画布 \n",
    "plt.figure(figsize=(20, 8), dpi=100) \n",
    "# 2.绘制折线图 \n",
    "plt.plot([1, 2, 3, 4, 5, 6 ,7], [17,17,18,15,11,11,13]) \n",
    "# 3.显示图像 \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## 中文显示问题解决"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pylab import mpl \n",
    "# 设置显示中文字体 \n",
    "mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "# 设置正常显示符号 \n",
    "mpl.rcParams[\"axes.unicode_minus\"] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## 添加自定义x,y刻度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- plt.xticks(x, **kwargs)  \n",
    "    - x:要显示的刻度值  \n",
    "- plt.yticks(y, **kwargs)\n",
    "    - y:要显示的刻度值\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=range(60)\n",
    "y=[random.uniform(15,18) for i in x]\n",
    "# 1.创建画布 \n",
    "plt.figure(figsize=(20, 8), dpi=80) \n",
    "# 2.绘制折线图 \n",
    "plt.plot(x, y) \n",
    "\n",
    "#构造x轴刻度标签\n",
    "x_ticks_label=[\"11点{}分\".format(i) for i in x]\n",
    "#构造y轴刻度\n",
    "y_ticks=range(40)\n",
    "# 修改x,y轴坐标的刻度显示\n",
    "plt.xticks(x[::5],x_ticks_label[::5])\n",
    "plt.yticks(y_ticks[::5])\n",
    "\n",
    "# 3.显示图像 \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## 添加网格显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.grid(True, linestyle='--', alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## 添加描述信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '中午11点0分到12点之间的温度变化图示')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#添加x轴、y轴描述信息及标题\n",
    "plt.xlabel(\"时间\") \n",
    "plt.ylabel(\"温度\") \n",
    "plt.title(\"中午11点0分到12点之间的温度变化图示\", fontsize=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## 图像保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 保存图片到指定路径 \n",
    "plt.savefig(\"test.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## 多个坐标系显示--plt.subplots(面向对象的画图方法)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#matplotlib.pyplot.subplots(nrows=1, ncols=1, **fig_kw) 创建一个带有多个axes(坐标系/绘图区)的图\n",
    "#（1）属性\n",
    "#nrows, ncols : 设置有几行几列坐标系\n",
    "\n",
    "#（2）返回值\n",
    "#fig : 图对象 \n",
    "#axes : 返回相应数量的坐标系\n",
    "\n",
    "#（3）设置标题等方法不同：\n",
    "#set_xticks \n",
    "#set_yticks \n",
    "#set_xlabel \n",
    "#set_ylabel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.准备数据\n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15, 18) for i in x]\n",
    "y_beijing = [random.uniform(1, 5) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "# plt.figure(figsize=(20, 8), dpi=100)\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "# plt.plot(x, y_shanghai, label=\"上海\")\n",
    "# plt.plot(x, y_beijing, color=\"r\", linestyle=\"--\", label=\"北京\")\n",
    "axes[0].plot(x, y_shanghai, label=\"上海\")\n",
    "axes[1].plot(x, y_beijing, color=\"r\", linestyle=\"--\", label=\"北京\")\n",
    "\n",
    "# 2.1 添加x,y轴刻度\n",
    "# 构造x,y轴刻度标签\n",
    "x_ticks_label = [\"11点{}分\".format(i) for i in x]\n",
    "y_ticks = range(40)\n",
    "# 刻度显示\n",
    "# plt.xticks(x[::5], x_ticks_label[::5])\n",
    "# plt.yticks(y_ticks[::5])\n",
    "axes[0].set_xticks(x[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "axes[0].set_xticklabels(x_ticks_label[::5])\n",
    "axes[1].set_xticks(x[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "axes[1].set_xticklabels(x_ticks_label[::5])\n",
    "\n",
    "# 2.2 添加网格显示\n",
    "# plt.grid(True, linestyle=\"--\", alpha=0.5)\n",
    "axes[0].grid(True, linestyle=\"--\", alpha=0.5)\n",
    "axes[1].grid(True, linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "# 2.3 添加描述信息\n",
    "# plt.xlabel(\"时间\")\n",
    "# plt.ylabel(\"温度\")\n",
    "# plt.title(\"中午11点--12点某城市温度变化图\", fontsize=20)\n",
    "axes[0].set_xlabel(\"时间\")\n",
    "axes[0].set_ylabel(\"温度\")\n",
    "axes[0].set_title(\"中午11点--12点某城市温度变化图\", fontsize=20)\n",
    "axes[1].set_xlabel(\"时间\")\n",
    "axes[1].set_ylabel(\"温度\")\n",
    "axes[1].set_title(\"中午11点--12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "# # 2.4 图像保存\n",
    "plt.savefig(\"./test.png\")\n",
    "\n",
    "# # 2.5 添加图例\n",
    "# plt.legend(loc=0)\n",
    "axes[0].legend(loc=0)\n",
    "axes[1].legend(loc=0)\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Figure和Subplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib的图像都位于Figure对象中。你可以用plt.figure创建一个新的Figure："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1cc6a8a8640>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "#然后在这个Figure对象中添加一些小图形\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax2 = fig.add_subplot(2, 2, 2)\n",
    "ax3 = fig.add_subplot(2, 2, 3)\n",
    "#如果这时执行一条绘图命令,matplotlib就会在最后一个用过的subplot（如果没有则创建一个）上进行绘制\n",
    "plt.plot(np.random.randn(50).cumsum(), 'k--')\n",
    "#\"k--\"是一个线型选项，用于告诉matplotlib绘制黑色虚线图。\n",
    "\n",
    "#你可以在matplotlib的文档中找到各种图表类型\n",
    "ax1.hist(np.random.randn(100), bins=20, color='k', alpha=0.3)\n",
    "ax2.scatter(np.arange(30), np.arange(30) + 3 * np.random.randn(30))"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 调整subplot周围的间距（subplots_adjust）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "&emsp;&emsp;默认情况下，matplotlib会在subplot外围留下一定的边距，并在subplot之间留下一定的间距。间距跟图像的高度和宽度有关，因此，如果你调整了图像大小（不管是编程还是手工），间距也会自动调整。利用Figure的subplots_adjust方法可以轻而易举地修改间距，此外，它也是个顶级函数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=None, hspace=None)\n",
    "- wspace和hspace用于控制宽度和高度的百分比，可以用作subplot之间的间距。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mRc7vQhUfm+D4HNS+TtyZ+Q9P7ouIo8DbwN/vfkRzKXn3aqHzu1DFxyY4PgdV4mTuloh4BngP+E5mfrToeGYod/dqsfO7VAqeO8fngLyOe5OI+EfgX4D/mu56NzP/fYEhbSsi/gq4DvwH07tXM/P+YqN6ukrnd9lUO3eOz2GZuAvz7lUtM8fncEzcklSMPW5JKsbELUnFmLglqRgTtyQVY+KWpGL+D/pFsdHd4XINAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#创建一个新的Figure，并返回一个含有已创建的subplot对象的NumPy数组(axes是NumPy数组)\n",
    "fig, axes = plt.subplots(2, 2, sharex=True, sharey=True)\n",
    "#sharex和sharey表示使用相同刻度发x和y轴\n",
    "\n",
    "\n",
    "for i in range(2):\n",
    "   for j in range(2):\n",
    "    axes[i,j].hist(np.random.randn(500),bins=50,color='k', alpha=0.5)\n",
    "#调整subplot之间的间距\n",
    "plt.subplots_adjust(wspace=0,hspace=0)\n",
    "#轴标签重叠了"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 颜色、标记和线型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据x和y绘制绿色虚线:  \n",
    "ax.plot(x, y, 'g--')  或  ax.plot(x, y, linestyle='--', color='g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1cc6abdb4c0>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from numpy.random import randn\n",
    "plt.plot(randn(30).cumsum(), 'ko--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1cc6ac36400>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将其写成更为明确的形式\n",
    "plt.plot(randn(30).cumsum(), color='k', linestyle='dashed', marker='o')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1cc6ac58fa0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#通过drawstyle选项改变线型\n",
    "data = np.random.randn(30).cumsum()\n",
    "plt.plot(data, 'k-', drawstyle='steps-post', label='steps-post')\n",
    "#你必须调用plt.legend（或使用ax.legend，如果引用了轴的话）来创建图例，无论你绘图时是否传递label标签选项\n",
    "plt.legend(loc='best')\n",
    "#label表示图例"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 刻度、标签和图例"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 刻度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1cc6acf8130>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#创建一个简单的图像并绘制一段随机漫步\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "ax.plot(np.random.randn(1000).cumsum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Stages')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "ax.plot(np.random.randn(1000).cumsum())\n",
    "\n",
    "#set_xticks告诉matplotlib要将刻度放在数据范围中的哪些位置\n",
    "ticks = ax.set_xticks([0, 250, 500, 750, 1000])\n",
    "#set_xticklabels将任何其他的值用作标签\n",
    "labels = ax.set_xticklabels(['one', 'two', 'three', 'four', 'five'],rotation=30, fontsize='small')\n",
    "#rotation选项设定x刻度标签倾斜30度\n",
    "#fontsize字体大小\n",
    "\n",
    "#标题\n",
    "ax.set_title('This is a title')\n",
    "#为X轴设置一个名称\n",
    "ax.set_xlabel('Stages')\n",
    "#注意：Y轴的修改方式与此类似，只需将上述代码中的x替换为y即可。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1cc6ad566a0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#图例（legend）是另一种用于标识图表元素的重要工具。\n",
    "from numpy.random import randn\n",
    "fig = plt.figure(); \n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "#曲线1\n",
    "ax.plot(randn(1000).cumsum(), 'k', label='one')\n",
    "#曲线2\n",
    "ax.plot(randn(1000).cumsum(), 'k--', label='two')\n",
    "#曲线3\n",
    "ax.plot(randn(1000).cumsum(), 'k.', label='three')\n",
    "#调用ax.legend()或plt.legend()来自动创建图例\n",
    "ax.legend(loc='best')\n",
    "#loc告诉matplotlib要将图例放在哪,\"best\"是不错的选择，因为它会选择最不碍事的位置"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 注解以及在Subplot上绘图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除标准的绘图类型，你可能还希望绘制一些子集的注解，可能是文本、箭头或其他图形等。注解和文字可以通过text、arrow和annotate函数进行添加。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Important dates in the 2008-2009 financial crisis')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "fig=plt.figure()\n",
    "ax=fig.add_subplot(1,1,1)\n",
    "data=pd.read_csv('examples/spx.csv', index_col=0, parse_dates=True)\n",
    "spx=data['SPX']\n",
    "spx.plot(ax=ax, style='k-')\n",
    "crisis_data = [\n",
    " (datetime(2007, 10, 11), 'Peak of bull market'),\n",
    " (datetime(2008, 3, 12), 'Bear Stearns Fails'),\n",
    " (datetime(2008, 9, 15), 'Lehman Bankruptcy')\n",
    "]\n",
    "#ax.annotate方法可以在指定的x和y坐标轴绘制标签。\n",
    "for date, label in crisis_data:\n",
    "    ax.annotate(label, xy=(date, spx.asof(date) + 75),\n",
    "        xytext=(date, spx.asof(date) + 225),\n",
    "        arrowprops=dict(facecolor='black', headwidth=4, width=2,\n",
    "                        headlength=4),\n",
    "        horizontalalignment='left', verticalalignment='top')\n",
    "#x和y轴范围，并提上标题\n",
    "ax.set_xlim(['1/1/2007', '1/1/2011'])\n",
    "ax.set_ylim([600, 1800])\n",
    "ax.set_title('Important dates in the 2008-2009 financial crisis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Polygon at 0x1cc6af64850>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘图\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "\n",
    "rect = plt.Rectangle((0.2, 0.75), 0.4, 0.15, color='k', alpha=0.3)\n",
    "circ = plt.Circle((0.7, 0.2), 0.15, color='b', alpha=0.3)\n",
    "pgon = plt.Polygon([[0.15, 0.15], [0.35, 0.4], [0.2, 0.6]],\n",
    "                    color='g', alpha=0.5)\n",
    "\n",
    "ax.add_patch(rect)\n",
    "ax.add_patch(circ)\n",
    "ax.add_patch(pgon)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将图表保存到文件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "利用plt.savefig可以将当前图表保存到文件。该方法相当于Figure对象的实例方法savefig。例如，要将图表保存为SVG文件，你只需输入：  \n",
    "- plt.savefig('figpath.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在发布图片时最常用到两个重要的选项：\n",
    "- dpi：控制“每英寸点数”分辨率\n",
    "- bbox_inches：可以剪除当前图表周围的空白部分\n",
    "\n",
    "得到一张带有最小白边且分辨率为400DPI的PNG图片：  \n",
    "- plt.savefig('figpath.png', dpi=400, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用pandas和seaborn绘图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 线型图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Series和DataFrame都有一个用于生成各类图表的plot方法。默认情况下，它们所生成的是线型图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Series\n",
    "s = pd.Series(np.random.randn(10).cumsum(), index=np.arange(0, 100, 10))\n",
    "s.plot()"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "该Series对象的索引会被传给matplotlib，并用以绘制X轴。可以通过use_index=False禁用该功能。X轴的刻度和界限可以通过xticks和xlim选项进行调节，Y轴就用yticks和ylim。plot参数的完整列表如下：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#DataFrame\n",
    "df = pd.DataFrame(np.random.randn(10, 4).cumsum(0),\n",
    "                    columns=['A', 'B', 'C', 'D'],\n",
    "                    index=np.arange(0, 100, 10))\n",
    "df.plot()\n",
    "#df.plot()等价于df.plot.line()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 柱状图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "plot.bar()和plot.barh()分别绘制水平和垂直的柱状图。这时，Series和DataFrame的索引将会被用作X（bar）或Y（barh）刻度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Series\n",
    "fig, axes = plt.subplots(2, 1)\n",
    "data = pd.Series(np.random.rand(16), index=list('abcdefghijklmnop'))\n",
    "#柱状图1\n",
    "data.plot.bar(ax=axes[0], color='k', alpha=0.7)\n",
    "#柱状图2\n",
    "data.plot.barh(ax=axes[1], color='k', alpha=0.7)\n",
    "#color='k'和alpha=0.7设定了图形的颜色为黑色，并使用部分的填充透明度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Genus</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>one</th>\n",
       "      <td>0.220775</td>\n",
       "      <td>0.368961</td>\n",
       "      <td>0.761547</td>\n",
       "      <td>0.779765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>0.293720</td>\n",
       "      <td>0.565989</td>\n",
       "      <td>0.258001</td>\n",
       "      <td>0.115346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>three</th>\n",
       "      <td>0.280644</td>\n",
       "      <td>0.663751</td>\n",
       "      <td>0.177574</td>\n",
       "      <td>0.975148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>four</th>\n",
       "      <td>0.966476</td>\n",
       "      <td>0.733292</td>\n",
       "      <td>0.507310</td>\n",
       "      <td>0.752147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>five</th>\n",
       "      <td>0.000832</td>\n",
       "      <td>0.317369</td>\n",
       "      <td>0.091101</td>\n",
       "      <td>0.284097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>six</th>\n",
       "      <td>0.504190</td>\n",
       "      <td>0.181984</td>\n",
       "      <td>0.800542</td>\n",
       "      <td>0.827178</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Genus         A         B         C         D\n",
       "one    0.220775  0.368961  0.761547  0.779765\n",
       "two    0.293720  0.565989  0.258001  0.115346\n",
       "three  0.280644  0.663751  0.177574  0.975148\n",
       "four   0.966476  0.733292  0.507310  0.752147\n",
       "five   0.000832  0.317369  0.091101  0.284097\n",
       "six    0.504190  0.181984  0.800542  0.827178"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#DataFrame\n",
    "df = pd.DataFrame(np.random.rand(6, 4),\n",
    "                index=['one', 'two', 'three', 'four', 'five', 'six'],\n",
    "                columns=pd.Index(['A', 'B', 'C', 'D'], name='Genus'))\n",
    "#注意：DataFrame各列的名称\"Genus\"被用作了图例的标题\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEHCAYAAABcCaZFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAUc0lEQVR4nO3df7BX9X3n8edbxIBoCF5v2TVIgQ4TyYK0zs0m/Kh7IZWIpmZCNDrN1tCtIZl1cDOd2RljTUqM05jE5g+R6NJYsWlNipupTcfwQ2OvoCHrQDdoIu7o7pIVtiQIEqCVkbrv/eNe5Erv994v93vuPZfPfT5mHM6X8zmf7/vM1/vicz/nfM43MhNJ0pntrLoLkCS1zjCXpAIY5pJUAMNckgpgmEtSAc6u400vvPDCnDZtWh1vLUlnrB07dryame197aslzKdNm8b27dvreGtJOmNFxM8a7XOaRZIK0FSYR8TkiNg6QJsHImJbRNxeTWmSpGYNGOYRMQl4CJjQT5tlwJjMnAfMiIiZ1ZUoSRpIM3PmbwLXA3/TT5tOYH3P9mZgIfBS7wYRsQJYATB16tTTrVOSKnP8+HH27NnDsWPH6i6lT+PGjWPKlCmMHTu26WMGDPPMPAwQEf01mwDs7dk+CFzWRz9rgbUAHR0dPhBGUm327NnD+eefz7Rp0wbKtmGXmRw4cIA9e/Ywffr0po+r6gLoUWB8z/Z5FfYrSZU7duwYbW1tIy7IoXvg3NbWdtq/NVQVujvonloBmAvsrqhfSRoSIzHITxhMbad9n3lEvBf4nczsfdfKo8DWiLgIWAp84LQrkSQNWtMj88zs7PnzhVOC/MS8eifwI2BRZv6ywholaVhlJrfccgsLFy5k2bJlvPHGG3WXNKDKVoBm5mucvKNFGha7LpnVcN+sF3cNYyUqyQ9+8AN2797N008/zRe+8AUeeeQRPvGJT9RdVr9qWc4vSSNZV1cXnZ2dAKxcuZLjx49z7bXX8otf/II5c+awZs0aVq1axfHjx9m6dSuHDx9m48aN3H///XR2dtLZ2cm6desAuP7667nuuus4fPgwbW1tPPLII5x9dvXRa5hLFZl262MN9+2+6+phrESt2r9/P9OmTeNb3/oWa9as4cMf/jCzZ89m1apVLFu2jOeeew6Al19+mS1btnDHHXfw5JNP9tnXCy+8wFlnncWWLVv43ve+x9GjR3nXu95Vec2GuSSdYuLEiRw5coSbbrqJ9vZ2li5dyqWXXkpXVxeHDh1i797uZTU33ngj0L0Q8tR59ddff53x48dz2WWXMXv2bJYsWcLMmTO58sorh6Rm7weXpFMsWLCATZs2AbBz506+9KUv8dnPfpauri7uvPPOt1axT5jw9qecnHPOOezfvx+AjRs3vnX8ggUL2Lx5M6+99hpbt/b7mKtBM8wl6RTXXHMN06dPZ968eWzevJk333yTDRs2cPnll3P//fdz8cUXNzxu9erVfOYzn6GtrQ3ofuT3Pffcw/z589m3bx8dHR1DUrPTLJJ0iojgvvvu67fNqlWr3tpevnz5W9tbtmz5F21PjPKHkiNzSSqAYS5JBTDMJakAhrkkFcALoJJGvf4WfA1GHYvEHJlLUg0OHjzI+eefX9m3HRnmklSDxx9/nGPHjvV5K+NgGOaSVIONGzdy8803v7VStFXOmUtSDbZt28bTTz/NBz/4wUr6c2QuScPsueee49VXX+Xaa69l9+7dvPLKKy33aZhL0jDbtGkTt912G11dXdxyyy2VLPd3mkXSqDfctxJu2rSJu+++G4DFixezZs0abrrpppb6NMwlaZg98cQTb20vWrSIRYsWtdyn0yySVADDXJIKYJhLUgEMc0kqgBdAJWnVxIr7+2W1/TXBMJekYbZ8+XJ27tzJxIkTmTx5Mg8//DBjxoxpqU+nWSSpBqtXr6arq4tJkyaxefPmlvszzCWpRq+++ioTJkxouR+nWSSpBitXruT111/nggsuYN68eS3358hckmqwevVqXnjhBd73vvdx1113tdyfYS5JNTnrrLOYNGkSR44cabkvp1kkaQhuJXz9Jz/pd//KlSs599xzAXj44Ydbfj/DXJKG2bp16yrv02kWSSqAYS5JBWgqzCPigYjYFhG3N9g/KSK+HxHbI+K/VFuiJGkgA4Z5RCwDxmTmPGBGRMzso9nvAn+ZmR3A+RHRUXGdkqR+NHMBtBNY37O9GVgIvHRKmwPA7Ih4F3Ax8C++nTQiVgArAKZOnTq4aiVpCMx5aE6l/X3n6u8wo9IeB9bMNMsEYG/P9kFgch9tngZ+FbgF2NXT7m0yc21mdmRmR3t7+yDLlaQyfP7zn2f+/Pl89KMf5ejRoy3310yYHwXG92yf1+CYPwI+k5l3AC8Cv9dyZZJUqB/+8Ids3bqVZ555hiVLlrB27dqW+2wmzHfQPbUCMBfY3UebScCciBgDvB/IliuTpEJt2rSJq666iojgQx/6EDNn9nUp8vQ0M2f+KLA1Ii4ClgI3RMSdmdn7zpYvAw/SPdWyDfh2y5UNk12XzGq4b9aLu4axEkmjxc9//nM6OrrvE5kxYwYzZrQ+wz7gyDwzD9N9EfRHwKLM3HlKkJOZz2bmv8nM8zLzisxsfQJIkgr1zne+86158meffZavfe1rLffZ1H3mmflaZq7PzH0tv6MkjXILFizg8ccfB+Cpp55i/PjxAxwxMJ/NImnUe/6Tzw/quJ+++tNBHXfNNdfwxBNPMH/+fC688EK+/e3WZ6ZHRZj3dw/p+oZ7JGloRASrV6+utE+fzSJJBRgVI3PpTOSdVjodjswlqQCGuSQVwGkWSaNef1Na/Wk0Gv5/T//XwRczSIa5NBxWTWzw99V/96RGvuXLl/PjH/+Ys88+m09/+tN86lOfarlPw1ySanDvvfcya9Ys5s6dy/vf/34uvfTSlvpzzlySatLW1sbVV1/Nli1bWu7LMJekGrW1tXHo0KGW+zHMJalGBw8e5IILLmi5H8Nckmpy6NAhNmzYwOLFi1vuywugkka9wa6oHeyDtgBWrlzJO97xDr7yla9wySWXDLqfEwxzSRpm69atq7xPp1kkqQCGuaRRKXPkflXxYGozzCWNOuPGjePAgQMjMtAzkwMHDjBu3LjTOs45c0mjzpQpU9izZw/79+9vqZ99Rxt/k+abhxsfN3bMmH77HTduHFOmTDmtWgxzSaPO2LFjmT59esv9fPyhjzfct/7L/9xw31A8j95pFkkqgGEuSQVwmkUjQ6NHxIKPiZWa4MhckgpgmEtSAQxzSSqAYS5JBTDMJakAhrkkFcAwl6QCGOaSVADDXJIKYJhLUgGaCvOIeCAitkXE7QO0+0ZE/HY1pUmSmjVgmEfEMmBMZs4DZkTEzAbtfhP4V5n5txXXKEkaQDMj805gfc/2ZmDhqQ0iYizwp8DuiPhIX51ExIqI2B4R21t9ILwk6e2aCfMJwN6e7YPA5D7a3Ai8AHwV+LcRsfLUBpm5NjM7MrOjvb19sPVKkvrQTJgfBcb3bJ/X4JjfANZm5j7gL4BF1ZQnSWpGM2G+g5NTK3OB3X20eRmY0bPdAfys5cokSU1r5sspHgW2RsRFwFLghoi4MzN739nyAPBnEXEDMBa4tvJKJUkNDRjmmXk4IjqBK4Cv9kyl7DylzRHguqEoUJI0sKa+Ni4zX+PkHS2SpBHGFaCSVAC/0PlM4RceS+qHI3NJKoBhLkkFMMwlqQCGuSQVwDCXpAIY5pJUAMNckgpgmEtSAQxzSSqAYS5JBTDMJakAPptFqtGch+Y03OdjSnU6DHNJo960Wx9ruG/3XVcPYyWD5zSLJBXAMJekAhjmklQAw1ySCmCYS1IBDHNJKoBhLkkFMMwlqQCGuSQVwDCXpAIY5pJUAMNckgpgmEtSAQxzSSqAYS5JBTDMJakAhrkkFcAwl6QCGOaSVICmwjwiHoiIbRFx+wDtJkfEf6+mNElSswYM84hYBozJzHnAjIiY2U/zu4HxVRUnSWpOMyPzTmB9z/ZmYGFfjSJiMfCPwL4G+1dExPaI2L5///5BlCpJaqSZMJ8A7O3ZPghMPrVBRJwDfB64tVEnmbk2Mzsys6O9vX0wtUqSGmgmzI9ycurkvAbH3Ap8IzMPVVSXJOk0NBPmOzg5tTIX2N1Hm98Cbo6ILuDXI+KblVQnSWrK2U20eRTYGhEXAUuBGyLizsx8686WzLz8xHZEdGXmTZVXKklqaMAwz8zDEdEJXAF8NTP3ATv7ad9ZVXGSpOY0MzInM1/j5B0tI9OqiY33TZ86fHVIUg1cASpJBTDMJakAhrkkFcAwl6QCGOaSVADDXJIKYJhLUgEMc0kqgGEuSQUwzCWpAE0t55ekhvp7lMaqXw5fHaOcI3NJKoBhLkkFMMwlqQCGuSQVwAugI8i0Wx9ruG/3uGEsRNIZx5G5JBXAkbmkWuy6ZFbDfbNe3DWMlZTBMNewcRpJGjpOs0hSAQxzSSqAYS5JBTDMJakAXgAtwJyH5jTc9/wnnx/GSiTVxZG5JBXAMJekAhjmklQAw1ySCmCYS1IBDHNJKoBhLkkFOKPuM/dBTZLUN0fmklSApsI8Ih6IiG0RcXuD/RMjYkNEbI6Iv46Ic6otU5LUnwHDPCKWAWMycx4wIyJm9tHsE8DXM3MJsA+4stoyJUn9aWbOvBNY37O9GVgIvNS7QWZ+o9fLduAXp3YSESuAFQBTp04dRKmSpEaamWaZAOzt2T4ITG7UMCLmAZMy80en7svMtZnZkZkd7e3tgypWktS3ZkbmR4HxPdvn0eAfgIi4AFgNfKya0iRJzWpmZL6D7qkVgLnA7lMb9FzwfAT4XGb+rLLqJElNaWZk/iiwNSIuApYCN0TEnZnZ+86W3wcuA/4wIv4QuC8z/6ryaiVpuK2a2Hjf9JFz/W/AMM/MwxHRCVwBfDUz9wE7T2lzH3DfUBQo9fflG+sb7pFGl6ZWgGbma/hzI0kjlitAJakAhrkkFcAwl6QCGOaSVADDXJIKYJhLUgEMc0kqgGEuSQUwzCWpAIa5JBXAMJekAjT1bBaduXZdMqvhvlkv7hrGSiQNJUfmklQAw1ySCmCYS1IBDHNJKoAXQCUNGb8lavg4MpekAhjmklQAw1ySCmCYS1IBDHNJKoBhLkkFMMwlqQCGuSQVwDCXpAIY5pJUAMNckgpgmEtSAQxzSSqAYS5JBTDMJakAhrkkFcAwl6QCNBXmEfFARGyLiNtbaSNJGhoDhnlELAPGZOY8YEZEzBxMG0nS0InM7L9BxD3Axsz8fkTcAIzPzAcH0WYFsKLn5XuA/1HVSTThQuDVYXy/4eb5nblKPjfw/Kr2q5nZ3teOZr7QeQKwt2f7IHDZYNpk5lpgbRPvV7mI2J6ZHXW893Dw/M5cJZ8beH7DqZk586PA+J7t8xoc00wbSdIQaSZ0dwALe7bnArsH2UaSNESamWZ5FNgaERcBS4EbIuLOzLy9nzYfqLrQFtUyvTOMPL8zV8nnBp7fsBnwAihAREwCrgC2ZOa+wbaRJA2NpsJckjSyeaFSkgpgmEtSAQxzSSpAM3eznLEiYjbwbuD/AK9k5tGaS6pMRJwN/AdgFvBTYF1m/nO9VVWr5M9vNCj584uId2fm3l6vfz0zf1xjSeWOzCNiNfBF4MvADODheiuq3IPAvwY20v0D82D/zc8spX9+EbGh7hqGUumfH/BIRPzniHhnRNwN/HHdBRUb5sCczPwYcCgzHwMm1l1QxaZk5hczc1NmfhG4uO6CKlb65/d8RHyk7iKGUOmf3wJgGrAfOJqZV9VbTtlhvj8ivgBMiohPAqXd+/4PEfG5iFgcEbcB/7fugipW+uf3PuA7EfFsRPxdRDxZd0EVK/3z+ytgHDAfmBsR99ZcT7n3mUfEeLqf0vge4EXgTzPz9Xqrqk5EnAN8Cngv3XPm38zMN+qtqjp9fH7fzMx/qrcqNav0zy8iFmTmM71efywzv1trTQWH+a8AHwTO6fmrzMw/r7GkSkXEY3Q/E2cH8PeZ+UrNJVWu8AtoN576d4X9//kx4PslDaBGupKnWTYCv9brddRVyBD5feBl4Cbgf0ZEUWE+Ci6gRc9/5wLLgMvrLadyM4HvRsRfRsT1ETGh7oJKV/LI/KnM/Hd11zFUImIf8N+Ax4AngP+dBX2YEdGVmZ0R8WRmLh4Fn+c3MvM/1l1H1SLifOCzwH/KzAtrLqdlEfH1zPyDiPg74MTPW9D9m//iGksr+j7zrRHxbeDPgX8EyMwt9ZZUqTnAh4CPA38C/AyYXWtF1Sr6AlpE9B6J/wrd1z6KERHX0P0E1SnAs8Bv1ltRNTLzD3r+XFR3LacqOcwD6AR+DlwLrANKCvPHgP8FPAPcCxyrt5zK3Uj3BbRtdN/W9nv1llO5RZwc2b0B3FxjLUNhNvD1zHyp7kKGQkScRfcX8fwT3f9Qbc/MI7XWVNBv5m8TEX8BvAT8CJgH/Fpm/m69VVUnIp7IzN/q9XprZhYx+hkNImIsJ1fw/oQCV/CWLCK+S/cAcQlwATC5989jHUoemb87M/99z/amiOiqs5iqRMSlwG8AF/W6I2IChY3MI2JDZi6tu44h9Gd0DzY20P1lLg8CxQw2RoG2zPzbiLg5M6+MiGcGPmRolRzm/xARn6P7IuEHKGdRTfTx5wG6585L8nxEfCQz/6buQobIxb1+U9wUEU/VWk1FRvIFwoodiYhHgR0RcRVQ6xQLlD3NUvqimj/OzNvqrmOo9ITBB4Dn6b6AXVQYRMTDdJ/bicHG7Mz8nXqrUrMiYhzw3sz8+4iYC+zOzF/WWlOpYS6NRCd+2+hZ1HYdhQ02ep1fW2YeqLue0cQw14jUE3aLObmCt4gVkr3um3+ypN80Tij9/EaykufMdWbbCPw13Uv5S5IRcQcwvec++pM7Mu+oqaYqlX5+I5ZhrpHqSGZ+qe4ihsBHgbnAbwNdlPeYidLPb8RymkUjSq+VkUvofrZOkSt4I+KWzLyn7jqGSunnNxIZ5hpRIuKPejaTt99+ubDuRRnSSGaYa0SKiMcz84per13hKvXDOXONKL1WuL671wrXcylshatUtZKfZ64zU18rXA9S3gpXqVKOzDWiZOZOYGdEvKeE+8ql4eKcuSQVwGkWSSqAYS5JBTDMJakAhrkkFeD/A1VXuhEZzwIwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#设置stacked=True即可为DataFrame生成堆积柱状图\n",
    "df.plot.barh(stacked=True, alpha=0.5)\n",
    "#alpha是透明度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 直方图和密度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "      <th>tip_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>0.063204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>0.191244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>0.199886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>0.162494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "      <td>0.172069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>0.256166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>0.079428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>0.096759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>0.108899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>0.190114</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip smoker   day    time  size   tip_pct\n",
       "0         16.99  1.01     No   Sun  Dinner     2  0.063204\n",
       "1         10.34  1.66     No   Sun  Dinner     3  0.191244\n",
       "2         21.01  3.50     No   Sun  Dinner     3  0.199886\n",
       "3         23.68  3.31     No   Sun  Dinner     2  0.162494\n",
       "4         24.59  3.61     No   Sun  Dinner     4  0.172069\n",
       "..          ...   ...    ...   ...     ...   ...       ...\n",
       "239       29.03  5.92     No   Sat  Dinner     3  0.256166\n",
       "240       27.18  2.00    Yes   Sat  Dinner     2  0.079428\n",
       "241       22.67  2.00    Yes   Sat  Dinner     2  0.096759\n",
       "242       17.82  1.75     No   Sat  Dinner     2  0.108899\n",
       "243       18.78  3.00     No  Thur  Dinner     2  0.190114\n",
       "\n",
       "[244 rows x 7 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips = pd.read_csv('examples/tips.csv')\n",
    "tips['tip_pct'] = tips['tip'] / (tips['total_bill'] - tips['tip'])\n",
    "tips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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r6r6q+vj44wzw1Qm7zdHguHfs+4rGfTUE/bl31W5a4T6rUZd+fRp4RVXdAFwO/OSUahtUVT1ZVWeW2a3Jce/Y9ybH/WlJdgIbq+qRCZubHPenLdP3FY37ajgK6HJXbat33nbp16NV9Y3x8jzQyv/GdtHquHfR7LgnuRp4N/DaJXZpdtw79H1F474a/oK63FXb6p23Xfr13iTbk6wDXgN8djqlXRJaHfcumhz38QnIDwBvq6ovLbFbk+Pese8rG/equqR/gO8ad+Ze4B8ZDew7ltnnqotd9xT7/iLgUeAx4J0Xu+YB/g6OjP+8bq2Me8e+NznuwJuB08CR8c9vr5Vx79j3FY37qrhhqstdta3eedtqv/ri38/a5LhfmFUR9JKklVsNc/SSpOfAoJekxhn0ktQ4g16SGmfQS1Lj/h99LMiT6+ic3gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#直方图\n",
    "tips['tip_pct'].plot.hist(bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#密度图\n",
    "tips['tip_pct'].plot.density()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## 常见图形绘制"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 折线图：plt.plot()\n",
    "- 散点图：plt.scatter()\n",
    "- 柱状图：plt.bar(x,width,align=\"center\")\n",
    "- 直方图：plt.hist(x,bins)\n",
    "- 饼图：plt.pie(x,labels,autopct,colors)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "303.837px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
